{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Noise2Void - 2D Example for SEM data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# We import all our dependencies.\n",
    "from n2v.models import N2VConfig, N2V\n",
    "import numpy as np\n",
    "from csbdeep.utils import plot_history\n",
    "from n2v.utils.n2v_utils import manipulate_val_data\n",
    "from n2v.internals.N2V_DataGenerator import N2V_DataGenerator\n",
    "from matplotlib import pyplot as plt\n",
    "import urllib\n",
    "import os\n",
    "import zipfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Download Example Data\n",
    "Data by Reza Shahidi and Gaspar Jekely, Living Systems Institute, Exeter<br>\n",
    "Thanks!\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a folder for our data.\n",
    "if not os.path.isdir('./data'):\n",
    "    os.mkdir('./data')\n",
    "\n",
    "# check if data has been downloaded already\n",
    "zipPath=\"data/SEM.zip\"\n",
    "if not os.path.exists(zipPath):\n",
    "    #download and unzip data\n",
    "    data = urllib.request.urlretrieve('https://cloud.mpi-cbg.de/index.php/s/pXgfbobntrw06lC/download', zipPath)\n",
    "    with zipfile.ZipFile(zipPath, 'r') as zip_ref:\n",
    "        zip_ref.extractall(\"data\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training Data Preparation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For training we load __one__ set of low-SNR images and use the <code>N2V_DataGenerator</code> to extract training <code>X</code> and validation <code>X_val</code> patches."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We create our DataGenerator-object.\n",
    "# It will help us load data and extract patches for training and validation.\n",
    "datagen = N2V_DataGenerator()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 2500, 1690, 1) (1, 471, 1690, 1)\n"
     ]
    }
   ],
   "source": [
    "# We load all the '.tif' files from the 'data' directory.\n",
    "# If you want to load other types of files see the RGB example.\n",
    "# The function will return a list of images (numpy arrays).\n",
    "imgs = datagen.load_imgs_from_directory(directory = \"data/\")\n",
    "\n",
    "# Let's look at the shape of the images.\n",
    "print(imgs[0].shape,imgs[1].shape)\n",
    "# The function automatically added two extra dimensions to the images:\n",
    "# One at the beginning, is used to hold a potential stack of images such as a movie.\n",
    "# One at the end, represents channels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets' look at the images.\n",
    "# We have to remove the added extra dimensions to display them as 2D images.\n",
    "plt.imshow(imgs[0][0,...,0], cmap='magma')\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(imgs[1][0,...,0], cmap='magma')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated patches: (3536, 96, 96, 1)\n",
      "Generated patches: (544, 96, 96, 1)\n"
     ]
    }
   ],
   "source": [
    "# We will use the first image to extract training patches and store them in 'X'\n",
    "X = datagen.generate_patches_from_list(imgs[:1], shape=(96,96))\n",
    "\n",
    "# We will use the second image to extract validation patches.\n",
    "X_val = datagen.generate_patches_from_list(imgs[1:], shape=(96,96))\n",
    "\n",
    "# Patches are created so they do not overlap.\n",
    "# (Note: this is not the case if you specify a number of patches. See the docstring for details!)\n",
    "# Non-overlapping patches would also allow us to split them into a training and validation set \n",
    "# per image. This might be an interesting alternative to the split we performed above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Just in case you don't know how to access the docstring of a method:\n",
    "datagen.generate_patches_from_list?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's look at one of our training and validation patches.\n",
    "plt.figure(figsize=(14,7))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(X[0,...,0], cmap='magma')\n",
    "plt.title('Training Patch');\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(X_val[0,...,0], cmap='magma')\n",
    "plt.title('Validation Patch');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Configure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Noise2Void comes with a special config-object, where we store network-architecture and training specific parameters. See the docstring of the <code>N2VConfig</code> constructor for a description of all parameters.\n",
    "\n",
    "When creating the config-object, we provide the training data <code>X</code>. From <code>X</code> we extract <code>mean</code> and <code>std</code> that will be used to normalize all data before it is processed by the network. We also extract the dimensionality and number of channels from <code>X</code>.\n",
    "\n",
    "Compared to supervised training (i.e. traditional CARE), we recommend to use N2V with an increased <code>train_batch_size</code> and <code>batch_norm</code>.\n",
    "To keep the network from learning the identity we have to manipulate the input pixels during training. For this we have the parameter <code>n2v_manipulator</code> with default value <code>'uniform_withCP'</code>. Most pixel manipulators will compute the replacement value based on a neighborhood. With <code>n2v_neighborhood_radius</code> we can control its size. \n",
    "\n",
    "Other pixel manipulators:\n",
    "* normal_withoutCP: samples the neighborhood according to a normal gaussian distribution, but without the center pixel\n",
    "* normal_additive: adds a random number to the original pixel value. The random number is sampled from a gaussian distribution with zero-mean and sigma = <code>n2v_neighborhood_radius</code>\n",
    "* normal_fitted: uses a random value from a gaussian normal distribution with mean equal to the mean of the neighborhood and standard deviation equal to the standard deviation of the neighborhood.\n",
    "* identity: performs no pixel manipulation\n",
    "\n",
    "For faster training multiple pixels per input patch can be manipulated. In our experiments we manipulated about 1.6% of the input pixels per patch. For a patch size of 64 by 64 pixels this corresponds to about 64 pixels. This fraction can be tuned via <code>n2v_perc_pix</code>.\n",
    "\n",
    "For Noise2Void training it is possible to pass arbitrarily large patches to the training method. From these patches random subpatches of size <code>n2v_patch_shape</code> are extracted during training. Default patch shape is set to (64, 64).  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color='red'>Warning:</font> to make this example notebook execute faster, we have set <code>train_epochs</code> to only 10 and <code>train_steps_per_epoch</code> to only 10. <br>For better results we suggest values of 100, and a few dozen, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mean': '39137.824',\n",
       " 'std': '18713.764',\n",
       " 'n_dim': 2,\n",
       " 'axes': 'YXC',\n",
       " 'n_channel_in': 1,\n",
       " 'n_channel_out': 1,\n",
       " 'unet_residual': False,\n",
       " 'unet_n_depth': 2,\n",
       " 'unet_kern_size': 3,\n",
       " 'unet_n_first': 32,\n",
       " 'unet_last_activation': 'linear',\n",
       " 'unet_input_shape': (None, None, 1),\n",
       " 'train_loss': 'mse',\n",
       " 'train_epochs': 10,\n",
       " 'train_steps_per_epoch': 10,\n",
       " 'train_learning_rate': 0.0004,\n",
       " 'train_batch_size': 128,\n",
       " 'train_tensorboard': True,\n",
       " 'train_checkpoint': 'weights_best.h5',\n",
       " 'train_reduce_lr': {'factor': 0.5, 'patience': 10},\n",
       " 'batch_norm': True,\n",
       " 'n2v_perc_pix': 1.6,\n",
       " 'n2v_patch_shape': (64, 64),\n",
       " 'n2v_manipulator': 'uniform_withCP',\n",
       " 'n2v_neighborhood_radius': 5,\n",
       " 'probabilistic': False}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# You can increase \"train_steps_per_epoch\" to get even better results at the price of longer computation. \n",
    "config = N2VConfig(X, unet_kern_size=3, \n",
    "                   train_steps_per_epoch=10,train_epochs=10, train_loss='mse', batch_norm=True, \n",
    "                   train_batch_size=128, n2v_perc_pix=1.6, n2v_patch_shape=(64, 64), \n",
    "                   n2v_manipulator='uniform_withCP', n2v_neighborhood_radius=5)\n",
    "\n",
    "# Let's look at the parameters stored in the config-object.\n",
    "vars(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tbuchhol/Gitrepos/n2v/n2v/models/n2v_standard.py:394: UserWarning: output path for model already exists, files may be overwritten: /home/tbuchhol/Gitrepos/n2v/examples/2D/denoising2D_SEM/models/n2v_2D\n",
      "  warnings.warn('output path for model already exists, files may be overwritten: %s' % str(self.logdir.resolve()))\n"
     ]
    }
   ],
   "source": [
    "# a name used to identify the model\n",
    "model_name = 'n2v_2D'\n",
    "# the base directory in which our model will live\n",
    "basedir = 'models'\n",
    "# We are now creating our network model.\n",
    "model = N2V(config, model_name, basedir=basedir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training\n",
    "\n",
    "Training the model will likely take some time. We recommend to monitor the progress with TensorBoard, which allows you to inspect the losses during training. Furthermore, you can look at the predictions for some of the validation images, which can be helpful to recognize problems early on.\n",
    "\n",
    "You can start TensorBoard in a terminal from the current working directory with tensorboard --logdir=. Then connect to http://localhost:6006/ with your browser."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "10/10 [==============================] - 10s 1s/step - loss: 1.1473 - n2v_mse: 1.1473 - n2v_abs: 0.8502 - val_loss: 1.6952 - val_n2v_mse: 1.6952 - val_n2v_abs: 1.0543\n",
      "Epoch 2/10\n",
      "10/10 [==============================] - 7s 742ms/step - loss: 0.7721 - n2v_mse: 0.7721 - n2v_abs: 0.7062 - val_loss: 2.3309 - val_n2v_mse: 2.3309 - val_n2v_abs: 1.1874\n",
      "Epoch 3/10\n",
      "10/10 [==============================] - 9s 870ms/step - loss: 0.6569 - n2v_mse: 0.6569 - n2v_abs: 0.6513 - val_loss: 1.6525 - val_n2v_mse: 1.6525 - val_n2v_abs: 1.0102\n",
      "Epoch 4/10\n",
      "10/10 [==============================] - 9s 905ms/step - loss: 0.6270 - n2v_mse: 0.6270 - n2v_abs: 0.6369 - val_loss: 0.8983 - val_n2v_mse: 0.8983 - val_n2v_abs: 0.7701\n",
      "Epoch 5/10\n",
      "10/10 [==============================] - 9s 851ms/step - loss: 0.6207 - n2v_mse: 0.6207 - n2v_abs: 0.6368 - val_loss: 0.6715 - val_n2v_mse: 0.6715 - val_n2v_abs: 0.6530\n",
      "Epoch 6/10\n",
      "10/10 [==============================] - 9s 897ms/step - loss: 0.6192 - n2v_mse: 0.6192 - n2v_abs: 0.6385 - val_loss: 0.6721 - val_n2v_mse: 0.6721 - val_n2v_abs: 0.6535\n",
      "Epoch 7/10\n",
      "10/10 [==============================] - 9s 861ms/step - loss: 0.6041 - n2v_mse: 0.6041 - n2v_abs: 0.6293 - val_loss: 0.6275 - val_n2v_mse: 0.6275 - val_n2v_abs: 0.6160\n",
      "Epoch 8/10\n",
      "10/10 [==============================] - 9s 896ms/step - loss: 0.6107 - n2v_mse: 0.6107 - n2v_abs: 0.6290 - val_loss: 0.5916 - val_n2v_mse: 0.5916 - val_n2v_abs: 0.5933\n",
      "Epoch 9/10\n",
      "10/10 [==============================] - 9s 905ms/step - loss: 0.6078 - n2v_mse: 0.6078 - n2v_abs: 0.6291 - val_loss: 0.5794 - val_n2v_mse: 0.5794 - val_n2v_abs: 0.5914\n",
      "Epoch 10/10\n",
      "10/10 [==============================] - 9s 896ms/step - loss: 0.6070 - n2v_mse: 0.6070 - n2v_abs: 0.6303 - val_loss: 0.5594 - val_n2v_mse: 0.5594 - val_n2v_abs: 0.5741\n",
      "\n",
      "Loading network weights from 'weights_best.h5'.\n"
     ]
    }
   ],
   "source": [
    "# We are ready to start training now.\n",
    "history = model.train(X, X_val)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After training, lets plot training and validation loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['loss', 'lr', 'n2v_abs', 'n2v_mse', 'val_loss', 'val_n2v_abs', 'val_n2v_mse']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(sorted(list(history.history.keys())))\n",
    "plt.figure(figsize=(16,5))\n",
    "plot_history(history,['loss','val_loss']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Export Model to be Used with CSBDeep Fiji Plugins and KNIME Workflows\n",
    "See https://github.com/CSBDeep/CSBDeep_website/wiki/Your-Model-in-Fiji for details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.export_TF()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "n2v",
   "language": "python",
   "name": "n2v"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
